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The reason why  standard deviation is not a valuable statistical tool for system monitoring is option a. It needs a normally distributed dataset which monitoring data doesn't often have. (Multiple Peaks, Long Tails, etc).

What standard deviation means?

The term standard deviation (or simply written as σ) is known to be one that  is said to measure of the way that the dispersion of the data is in relation to that of its the mean.

Note that when the standard deviation is said to be low, it connote the fact that the data are said to be clustered around the mean.

But if the standard deviation is said to be high, it connote or indicates that the data are said to be more spread out.

Therefore, The reason why  standard deviation is not a valuable statistical tool for system monitoring is option a. It needs a normally distributed dataset which monitoring data doesn't often have. (Multiple Peaks, Long Tails, etc).

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Why is standard deviation not a valuable statistical tool for system monitoring?

a. It needs a normally distributed dataset which monitoring data doesn't often have. (Multiple Peaks, Long Tails, etc)

b. The model is prone to causes errors in reporting mechanisms.

c. It can't be calculated across diverse datasets.

d. Most monitoring systems do not have the capability to do advanced calculations.